Title : ( Comment on ”Robustness and Regularization of Support Vector Machines” by H. Xu et al. (Journal of Machine Learning Research, vol. 10, pp. 1485-1510, 2009) )
Authors: yahya forghani , Hadi Sadoghi Yazdi ,Abstract
This paper comments on the published work dealing with robustness and regularization of support vector machines (Journal of Machine Learning Research, Vol. 10, pp. 1485-1510, 2009) by H. Xu et al. They proposed a theorem to show that it is possible to relate robustness in the feature space and robustness in the sample space directly. In this paper, we propose a counter example that rejects their theorem.
Keywords
, kernel, robustness, support vector machine@article{paperid:1037818,
author = {Forghani, Yahya and Sadoghi Yazdi, Hadi},
title = {Comment on ”Robustness and Regularization of Support Vector Machines” by H. Xu et al. (Journal of Machine Learning Research, vol. 10, pp. 1485-1510, 2009)},
journal = {Journal of Machine Learning Research},
year = {2013},
volume = {14},
number = {1},
month = {November},
issn = {1532-4435},
pages = {3493--3494},
numpages = {1},
keywords = {kernel; robustness; support vector machine},
}
%0 Journal Article
%T Comment on ”Robustness and Regularization of Support Vector Machines” by H. Xu et al. (Journal of Machine Learning Research, vol. 10, pp. 1485-1510, 2009)
%A Forghani, Yahya
%A Sadoghi Yazdi, Hadi
%J Journal of Machine Learning Research
%@ 1532-4435
%D 2013